CCW-YOLOv5: A forward-looking sonar target method based on coordinate convolution and modified boundary frame loss

Yan Sun; Bo Yin

doi:10.1371/journal.pone.0300976

Loading metrics

Open Access

Peer-reviewed

Research Article

CCW-YOLOv5: A forward-looking sonar target method based on coordinate convolution and modified boundary frame loss

Yan Sun,

Roles Conceptualization, Data curation, Formal analysis, Funding acquisition, Investigation, Methodology, Project administration, Resources, Software, Supervision, Validation, Visualization, Writing – original draft, Writing – review & editing

Affiliation College of Information Science and Engineering, Ocean University of China, Qingdao, China
⨯
Bo Yin

Roles Writing – review & editing

* E-mail: ybfirst@126.com

Affiliation College of Information Science and Engineering, Ocean University of China, Qingdao, China

https://orcid.org/0000-0001-6318-0174

⨯

CCW-YOLOv5: A forward-looking sonar target method based on coordinate convolution and modified boundary frame loss

Yan Sun,
Bo Yin

Published: June 3, 2024
https://doi.org/10.1371/journal.pone.0300976

About the Authors

Yan Sun

Roles Conceptualization, Data curation, Formal analysis, Funding acquisition, Investigation, Methodology, Project administration, Resources, Software, Supervision, Validation, Visualization, Writing – original draft, Writing – review & editing

Affiliation College of Information Science and Engineering, Ocean University of China, Qingdao, China

Bo Yin

Roles Writing – review & editing

* E-mail: ybfirst@126.com

Affiliation College of Information Science and Engineering, Ocean University of China, Qingdao, China

https://orcid.org/0000-0001-6318-0174

Competing Interests

The authors declare that there is no competing interest.

Subject Areas
?

For more information about PLOS Subject Areas, click here.
We want your feedback. Do these Subject Areas make sense for this article? Click the target next to the incorrect Subject Area and let us know. Thanks for your help!

Sonar
Is the Subject Area "Sonar" applicable to this article?

Thanks for your feedback.
Target detection
Is the Subject Area "Target detection" applicable to this article?

Thanks for your feedback.
Convolution
Is the Subject Area "Convolution" applicable to this article?

Thanks for your feedback.
Network analysis
Is the Subject Area "Network analysis" applicable to this article?

Thanks for your feedback.
Algorithms
Is the Subject Area "Algorithms" applicable to this article?

Thanks for your feedback.
Imaging techniques
Is the Subject Area "Imaging techniques" applicable to this article?

Thanks for your feedback.
Neural networks
Is the Subject Area "Neural networks" applicable to this article?

Thanks for your feedback.
Aspect ratio
Is the Subject Area "Aspect ratio" applicable to this article?

Thanks for your feedback.